US Real Estate Market Presentation

Emir Hamulic
Elias Gabriel

2025-11-10

Basics

  • Dataset of 2.2M+ real estate listings across the United States (source: Kaggle, Ahmed Shahriar Sakib).
  • Includes key features: price, size, lot area, bedrooms, bathrooms, location, and status.
  • Goals:
    • Understand price patterns and housing characteristics across states.
    • Analyze relationships between property features and regional affordability trends.
    • Provide insights into the current U.S. housing market dynamics.

Data structure

Structure of cleaned dataset
Variable Type Example Missing
status factor for_sale 0
price numeric 105000 0
bed integer 3 0
bath integer 2 0
acre_lot numeric 0.12 0
city factor Adjuntas 0
state factor Puerto Rico 0
house_size numeric 920 0
price_per_sqm numeric 114.13 0

Distribution of Numerical Variables

Top Categories per Variable

Pairs Plot

Price vs House Size

Regression

Average Price Map

Average Size Map

Price Range Map

Thank you for your attention